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Recurrent Neural Networks and Bowtie Project
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From Andre Schleife
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Machine Learning Potentials in Molecular Dynamics
Machine Learning Potentials in Molecular Dynamics
From Andre Schleife
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Atomistic Descriptors and Ontologies
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Neural Networks: Image Classification
Neural Networks: Image Classification
From Andre Schleife
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Neural Networks: Training
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From Andre Schleife
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Random Forests, Neural Networks I
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From Andre Schleife
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Gradient Boosted Random Forests
Gradient Boosted Random Forests
From Andre Schleife
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Active Learning and Decision Trees
Active Learning and Decision Trees
From Andre Schleife
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Gaussian Process Regression and Active Learning
Gaussian Process Regression and Active Learning
From Andre Schleife
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Evaluation of Classifiers, Gaussian Process Regression
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From Andre Schleife
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Evaluation of Classifiers
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From Andre Schleife
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Compressed Sensing, Support Vector Machines
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From Andre Schleife
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Usage of NOMAD database and API
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From Andre Schleife
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Principal Component Analysis, NNMF
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From Andre Schleife
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Clustering: K nearest neighbors, K means, DBSCAN
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From Andre Schleife
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K nearest neighbors regression
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From Andre Schleife
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Normalization, Cross Validation, Kernel Ridge Regression
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From Andre Schleife
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Models and Hands-on: Classification, Training, Evaluation
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From Andre Schleife
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Hands-on and Models: Linear regression, Evaluation, Feature Engineering/Descriptor selection (LASSO), Tuning and Model selection
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From Andre Schleife
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Hands-on and Models: Linear regression,
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From Andre Schleife
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Data curation; FAIR principles; Hands-on: pandas
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From Andre Schleife
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Data: Data types, data sources, cleanup, preparation, curation
Data: Data types, data sources, cleanup,…
From Andre Schleife
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Random numbers, Hands-on: Linear Algebra and… 25 of 28
Random numbers, Hands-on: Linear Algebra and…
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From Andre Schleife
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Deployment, Introduction: Python/Jupyter, numpy
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From Andre Schleife
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Overview: Supervised, Unsupervised, Reinforcement Learning
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From Andre Schleife
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Course Outline, Computer Environment, Statistics
Course Outline, Computer Environment, Statistics
From Andre Schleife
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